{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d1099aad-7f7d-4a24-acb6-485394baccd7",
   "metadata": {},
   "source": [
    "Chapter 04\n",
    "# 非网格数据插值\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8a7323d6-5593-4436-a253-89b56f0e9dd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import griddata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "926a4718-4c40-40e0-bed8-efdcf1f41adb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def surface(x1,x2):\n",
    "\n",
    "    v = (x1 + x2)*np.exp(-(x1**2 + x2**2))\n",
    "    return v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "706f875e-19f1-41e3-b5b7-3a62a14899c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_scatter = np.random.uniform(-1,1,(25,2))\n",
    "yy_scatter = surface(X_scatter[:,0],X_scatter[:,1])\n",
    "\n",
    "x1_grid = np.linspace(-1, 1, 100)\n",
    "x2_grid = np.linspace(-1, 1, 100)\n",
    "xx1_grid, xx2_grid = np.meshgrid(x1_grid, x2_grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b677afd3-61fc-4d52-b4d1-d018c206ee53",
   "metadata": {},
   "outputs": [],
   "source": [
    "methods = ['nearest','linear', 'cubic']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a2928d62-90e8-46a6-a125-2d5e0af48efa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_14452\\346235457.py:8: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
      "  plt.pcolormesh(xx1_grid, xx2_grid, yy_interp_2D, shading='flat', **lims)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for method in methods:\n",
    "    \n",
    "    yy_interp_2D = griddata(X_scatter, yy_scatter, (xx1_grid, xx2_grid), method=method)\n",
    "    \n",
    "    plt.figure()\n",
    "    \n",
    "    lims = dict(cmap='RdBu_r', vmin=-0.4, vmax=0.4)\n",
    "    plt.pcolormesh(xx1_grid, xx2_grid, yy_interp_2D, shading='flat', **lims)\n",
    "    plt.scatter(X_scatter[:,0],X_scatter[:,1], marker = 'x', c = 'k')\n",
    "    plt.axis('scaled')\n",
    "    plt.xlim([-1.1, 1.1])\n",
    "    plt.ylim([-1.1, 1.1])\n",
    "    plt.autoscale(enable=True, axis='x', tight=True)\n",
    "    plt.autoscale(enable=True, axis='y', tight=True)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    ax = plt.axes(projection =\"3d\")\n",
    "    \n",
    "    ax.scatter(X_scatter[:,0],X_scatter[:,1], yy_scatter, marker = 'x', c = 'k')\n",
    "    ax.plot_wireframe(xx1_grid, xx2_grid, yy_interp_2D)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
